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gh-97912: Avoid quadratic behavior when adding LOAD_FAST_CHECK (GH-97952)
* The compiler analyzes the usage of the first 64 local variables all at once using bit masks. * Local variables beyond the first 64 are only partially analyzed, achieving linear time.
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@ -776,6 +776,45 @@ class TestMarkingVariablesAsUnKnown(BytecodeTestCase):
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self.assertInBytecode(f, 'LOAD_FAST_CHECK')
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self.assertNotInBytecode(f, 'LOAD_FAST')
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def test_load_fast_too_many_locals(self):
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# When there get to be too many locals to analyze completely,
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# later locals are all converted to LOAD_FAST_CHECK, except
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# when a store or prior load occurred in the same basicblock.
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def f():
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a00 = a01 = a02 = a03 = a04 = a05 = a06 = a07 = a08 = a09 = 1
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a10 = a11 = a12 = a13 = a14 = a15 = a16 = a17 = a18 = a19 = 1
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a20 = a21 = a22 = a23 = a24 = a25 = a26 = a27 = a28 = a29 = 1
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a30 = a31 = a32 = a33 = a34 = a35 = a36 = a37 = a38 = a39 = 1
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a40 = a41 = a42 = a43 = a44 = a45 = a46 = a47 = a48 = a49 = 1
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a50 = a51 = a52 = a53 = a54 = a55 = a56 = a57 = a58 = a59 = 1
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a60 = a61 = a62 = a63 = a64 = a65 = a66 = a67 = a68 = a69 = 1
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a70 = a71 = a72 = a73 = a74 = a75 = a76 = a77 = a78 = a79 = 1
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del a72, a73
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print(a73)
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print(a70, a71, a72, a73)
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while True:
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print(a00, a01, a62, a63)
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print(a64, a65, a78, a79)
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for i in 0, 1, 62, 63:
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# First 64 locals: analyze completely
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self.assertInBytecode(f, 'LOAD_FAST', f"a{i:02}")
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self.assertNotInBytecode(f, 'LOAD_FAST_CHECK', f"a{i:02}")
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for i in 64, 65, 78, 79:
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# Locals >=64 not in the same basicblock
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self.assertInBytecode(f, 'LOAD_FAST_CHECK', f"a{i:02}")
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self.assertNotInBytecode(f, 'LOAD_FAST', f"a{i:02}")
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for i in 70, 71:
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# Locals >=64 in the same basicblock
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self.assertInBytecode(f, 'LOAD_FAST', f"a{i:02}")
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self.assertNotInBytecode(f, 'LOAD_FAST_CHECK', f"a{i:02}")
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# del statements should invalidate within basicblocks.
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self.assertInBytecode(f, 'LOAD_FAST_CHECK', "a72")
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self.assertNotInBytecode(f, 'LOAD_FAST', "a72")
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# previous checked loads within a basicblock enable unchecked loads
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self.assertInBytecode(f, 'LOAD_FAST_CHECK', "a73")
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self.assertInBytecode(f, 'LOAD_FAST', "a73")
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def test_setting_lineno_adds_check(self):
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code = textwrap.dedent("""\
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def f():
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@ -0,0 +1 @@
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The compiler now avoids quadratic behavior when finding which instructions should use the :opcode:`LOAD_FAST_CHECK` opcode.
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201
Python/compile.c
201
Python/compile.c
@ -114,6 +114,13 @@
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(opcode) == RAISE_VARARGS || \
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(opcode) == RERAISE)
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#define IS_SUPERINSTRUCTION_OPCODE(opcode) \
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((opcode) == LOAD_FAST__LOAD_FAST || \
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(opcode) == LOAD_FAST__LOAD_CONST || \
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(opcode) == LOAD_CONST__LOAD_FAST || \
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(opcode) == STORE_FAST__LOAD_FAST || \
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(opcode) == STORE_FAST__STORE_FAST)
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#define IS_TOP_LEVEL_AWAIT(c) ( \
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(c->c_flags->cf_flags & PyCF_ALLOW_TOP_LEVEL_AWAIT) \
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&& (c->u->u_ste->ste_type == ModuleBlock))
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@ -258,6 +265,8 @@ typedef struct basicblock_ {
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int b_iused;
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/* length of instruction array (b_instr) */
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int b_ialloc;
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/* Used by add_checks_for_loads_of_unknown_variables */
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uint64_t b_unsafe_locals_mask;
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/* Number of predecessors that a block has. */
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int b_predecessors;
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/* depth of stack upon entry of block, computed by stackdepth() */
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@ -8052,103 +8061,165 @@ assemble_jump_offsets(basicblock *entryblock)
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}
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// Ensure each basicblock is only put onto the stack once.
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#define MAYBE_PUSH(B) do { \
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if ((B)->b_visited == 0) { \
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*(*stack_top)++ = (B); \
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(B)->b_visited = 1; \
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} \
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} while (0)
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// helper functions for add_checks_for_loads_of_unknown_variables
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static inline void
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maybe_push(basicblock *b, uint64_t unsafe_mask, basicblock ***sp)
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{
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// Push b if the unsafe mask is giving us any new information.
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// To avoid overflowing the stack, only allow each block once.
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// Use b->b_visited=1 to mean that b is currently on the stack.
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uint64_t both = b->b_unsafe_locals_mask | unsafe_mask;
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if (b->b_unsafe_locals_mask != both) {
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b->b_unsafe_locals_mask = both;
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// More work left to do.
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if (!b->b_visited) {
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// not on the stack, so push it.
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*(*sp)++ = b;
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b->b_visited = 1;
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}
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}
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}
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static void
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scan_block_for_local(int target, basicblock *b, bool unsafe_to_start,
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basicblock ***stack_top)
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scan_block_for_locals(basicblock *b, basicblock ***sp)
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{
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bool unsafe = unsafe_to_start;
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// bit i is set if local i is potentially uninitialized
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uint64_t unsafe_mask = b->b_unsafe_locals_mask;
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for (int i = 0; i < b->b_iused; i++) {
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struct instr *instr = &b->b_instr[i];
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assert(instr->i_opcode != EXTENDED_ARG);
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assert(instr->i_opcode != EXTENDED_ARG_QUICK);
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assert(instr->i_opcode != LOAD_FAST__LOAD_FAST);
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assert(instr->i_opcode != STORE_FAST__LOAD_FAST);
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assert(instr->i_opcode != LOAD_CONST__LOAD_FAST);
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assert(instr->i_opcode != STORE_FAST__STORE_FAST);
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assert(instr->i_opcode != LOAD_FAST__LOAD_CONST);
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if (unsafe && instr->i_except != NULL) {
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MAYBE_PUSH(instr->i_except);
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assert(!IS_SUPERINSTRUCTION_OPCODE(instr->i_opcode));
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if (instr->i_except != NULL) {
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maybe_push(instr->i_except, unsafe_mask, sp);
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}
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if (instr->i_oparg != target) {
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if (instr->i_oparg >= 64) {
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continue;
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}
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assert(instr->i_oparg >= 0);
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uint64_t bit = (uint64_t)1 << instr->i_oparg;
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switch (instr->i_opcode) {
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case LOAD_FAST_CHECK:
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// if this doesn't raise, then var is defined
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unsafe = false;
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break;
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case LOAD_FAST:
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if (unsafe) {
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instr->i_opcode = LOAD_FAST_CHECK;
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}
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unsafe = false;
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case DELETE_FAST:
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unsafe_mask |= bit;
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break;
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case STORE_FAST:
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unsafe = false;
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unsafe_mask &= ~bit;
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break;
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case DELETE_FAST:
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unsafe = true;
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case LOAD_FAST_CHECK:
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// If this doesn't raise, then the local is defined.
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unsafe_mask &= ~bit;
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break;
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case LOAD_FAST:
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if (unsafe_mask & bit) {
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instr->i_opcode = LOAD_FAST_CHECK;
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}
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unsafe_mask &= ~bit;
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break;
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}
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}
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if (unsafe) {
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// unsafe at end of this block,
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// so unsafe at start of next blocks
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if (b->b_next && BB_HAS_FALLTHROUGH(b)) {
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MAYBE_PUSH(b->b_next);
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}
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struct instr *last = basicblock_last_instr(b);
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if (last != NULL) {
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if (is_jump(last)) {
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assert(last->i_target != NULL);
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MAYBE_PUSH(last->i_target);
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if (b->b_next && BB_HAS_FALLTHROUGH(b)) {
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maybe_push(b->b_next, unsafe_mask, sp);
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}
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struct instr *last = basicblock_last_instr(b);
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if (last && is_jump(last)) {
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assert(last->i_target != NULL);
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maybe_push(last->i_target, unsafe_mask, sp);
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}
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}
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static int
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fast_scan_many_locals(basicblock *entryblock, int nlocals)
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{
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assert(nlocals > 64);
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Py_ssize_t *states = PyMem_Calloc(nlocals - 64, sizeof(Py_ssize_t));
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if (states == NULL) {
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PyErr_NoMemory();
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return -1;
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}
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Py_ssize_t blocknum = 0;
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// state[i - 64] == blocknum if local i is guaranteed to
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// be initialized, i.e., if it has had a previous LOAD_FAST or
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// STORE_FAST within that basicblock (not followed by DELETE_FAST).
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for (basicblock *b = entryblock; b != NULL; b = b->b_next) {
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blocknum++;
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for (int i = 0; i < b->b_iused; i++) {
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struct instr *instr = &b->b_instr[i];
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assert(instr->i_opcode != EXTENDED_ARG);
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assert(instr->i_opcode != EXTENDED_ARG_QUICK);
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assert(!IS_SUPERINSTRUCTION_OPCODE(instr->i_opcode));
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int arg = instr->i_oparg;
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if (arg < 64) {
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continue;
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}
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assert(arg >= 0);
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switch (instr->i_opcode) {
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case DELETE_FAST:
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states[arg - 64] = blocknum - 1;
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break;
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case STORE_FAST:
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states[arg - 64] = blocknum;
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break;
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case LOAD_FAST:
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if (states[arg - 64] != blocknum) {
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instr->i_opcode = LOAD_FAST_CHECK;
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}
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states[arg - 64] = blocknum;
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break;
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case LOAD_FAST_CHECK:
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Py_UNREACHABLE();
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}
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}
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}
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PyMem_Free(states);
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return 0;
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}
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#undef MAYBE_PUSH
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static int
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add_checks_for_loads_of_uninitialized_variables(basicblock *entryblock,
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struct compiler *c)
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{
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int nlocals = (int)PyDict_GET_SIZE(c->u->u_varnames);
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if (nlocals == 0) {
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return 0;
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}
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if (nlocals > 64) {
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// To avoid O(nlocals**2) compilation, locals beyond the first
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// 64 are only analyzed one basicblock at a time: initialization
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// info is not passed between basicblocks.
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if (fast_scan_many_locals(entryblock, nlocals) < 0) {
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return -1;
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}
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nlocals = 64;
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}
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basicblock **stack = make_cfg_traversal_stack(entryblock);
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if (stack == NULL) {
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return -1;
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}
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Py_ssize_t nparams = PyList_GET_SIZE(c->u->u_ste->ste_varnames);
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int nlocals = (int)PyDict_GET_SIZE(c->u->u_varnames);
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for (int target = 0; target < nlocals; target++) {
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for (basicblock *b = entryblock; b != NULL; b = b->b_next) {
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b->b_visited = 0;
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}
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basicblock **stack_top = stack;
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basicblock **sp = stack;
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// First pass: find the relevant DFS starting points:
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// the places where "being uninitialized" originates,
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// which are the entry block and any DELETE_FAST statements.
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if (target >= nparams) {
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// only non-parameter locals start out uninitialized.
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*(stack_top++) = entryblock;
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entryblock->b_visited = 1;
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}
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for (basicblock *b = entryblock; b != NULL; b = b->b_next) {
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scan_block_for_local(target, b, false, &stack_top);
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}
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// First origin of being uninitialized:
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// The non-parameter locals in the entry block.
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int nparams = (int)PyList_GET_SIZE(c->u->u_ste->ste_varnames);
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uint64_t start_mask = 0;
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for (int i = nparams; i < nlocals; i++) {
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start_mask |= (uint64_t)1 << i;
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}
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maybe_push(entryblock, start_mask, &sp);
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// Second pass: Depth-first search to propagate uncertainty
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while (stack_top > stack) {
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basicblock *b = *--stack_top;
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scan_block_for_local(target, b, true, &stack_top);
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}
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// Second origin of being uninitialized:
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// There could be DELETE_FAST somewhere, so
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// be sure to scan each basicblock at least once.
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for (basicblock *b = entryblock; b != NULL; b = b->b_next) {
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scan_block_for_locals(b, &sp);
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}
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// Now propagate the uncertainty from the origins we found: Use
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// LOAD_FAST_CHECK for any LOAD_FAST where the local could be undefined.
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while (sp > stack) {
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basicblock *b = *--sp;
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// mark as no longer on stack
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b->b_visited = 0;
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scan_block_for_locals(b, &sp);
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}
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PyMem_Free(stack);
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return 0;
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